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Racing With ROS 2 A Navigation System for an Autonomous Formula Student Race Car

arXiv 2311.14276 ↗First posted 24 Nov 2023cs.RO cs.CVcited by 0

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Abstract (arXiv)

The advent of autonomous vehicle technologies has significantly impacted various sectors, including motorsport, where Formula Student and Formula: Society of Automotive Engineers introduced autonomous racing classes. These offer new challenges to aspiring engineers, including the team at QUT Motorsport, but also raise the entry barrier due to the complexity of high-speed navigation and control. This paper presents an open-source solution using the Robot Operating System 2, specifically its open-source navigation stack, to address these challenges in autonomous Formula Student race cars. We compare off-the-shelf navigation libraries that this stack comprises of against traditional custom-made programs developed by QUT Motorsport to evaluate their applicability in autonomous racing scenarios and integrate them onto an autonomous race car. Our contributions include quantitative and qualitative comparisons of these packages against traditional navigation solutions, aiming to lower the entry barrier for autonomous racing. This paper also serves as a comprehensive tutorial for teams participating in similar racing disciplines and other autonomous mobile robot applications.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 11 of its 26 references that are in the map. First posted on arXiv 24 Nov 2023.

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References · 11

  1. 2016Past, Present, and Future of Simultaneous Localization And Mapping: Towards the Robust-Perception Agecited by 411
  2. 2022Robot Operating System 2: Design, Architecture, and Uses In The Wildcited by 199
  3. 2020The Marathon 2: A Navigation Systemcited by 70
  4. 2022The Revisiting Problem in Simultaneous Localization and Mapping: A Survey on Visual Loop Closure Detectioncited by 29
  5. 2023From the Desks of ROS Maintainers: A Survey of Modern & Capable Mobile Robotics Algorithms in the Robot Operating System 2cited by 11
  6. 2021A Comparison of Modern General-Purpose Visual SLAM Approachescited by 10
  7. 2023Regulated Pure Pursuit for Robot Path Trackingcited by 8
  8. 2018Autonomous Driving System Design for Formula Student Driverless Racecarcited by 4
  9. 2021A RoboStack Tutorial: Using the Robot Operating System Alongside the Conda and Jupyter Data Science Ecosystemscited by 3
  10. 2022The Software Stack That Won the Formula Student Driverless Competitioncited by 2
  11. 2022Occupancy Grid Based Reactive Plannercited by 2

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